Python stock devloper multiclient integration (login order placement )

client_dict={}

def get_client_detail():
    global client_dict
    try:
        csv_path = 'clientdetails.csv'
        df = pd.read_csv(csv_path)
        df.columns = df.columns.str.strip()


        for index, row in df.iterrows():
            # Create a nested dictionary for each symbol
            symbol_dict = {
                'Title': row['Title'],
                'Value': row['Value'],
                'QtyMultiplier': row['QtyMultiplier'],
                'autotrader': None,
            }
            client_dict[row['Title']] = symbol_dict
        # print("client_dict: ", client_dict)
    except Exception as e:
        print("Error happened in fetching symbol", str(e))

get_client_detail() 

def stock_dev_login_multiclient(client_dict):

    for value, daram in client_dict.items():
        Title = daram['Title']
        if isinstance(Title, str):
            daram['autotrader']=Stockdeveloper.login(daram['Value'])
    print("client_dict: ",client_dict)

stock_dev_login_multiclient(client_dict)

def stockdev_multiclient_orderplacement_sell(basesymbol,client_dict,timestamp,symbol,direction,Stoploss,Target,qty,price, side):
    Orderqty=None
    for value, daram in client_dict.items():
        Title = daram['Title']
        if isinstance(Title, str):

            Orderqty=qty*daram['QtyMultiplier']
            res=Stockdeveloper.regular_order(autotrader=daram["autotrader"],account=daram['Title'], segment="NSE", symbol=symbol,
                                         direction=direction
                                         , orderType="LIMIT", productType='DELIVERY', qty=Orderqty,
                                         price=price)
            print(res)
            orderlog = (
                f"{timestamp} Sell Order executed {side} side {symbol} @  {price},stoploss= {Stoploss}, "
                f"target= {Target} : Account = {daram['Title']} ")
            print(orderlog)
            write_to_order_logs(orderlog)
def stockdev_multiclient_orderplacement_buy(basesymbol,client_dict,timestamp,symbol,direction,Stoploss,Target,qty,price, side):
    Orderqty=None
    for value, daram in client_dict.items():
        Title = daram['Title']
        if isinstance(Title, str):
            Orderqty=qty*daram['QtyMultiplier']
            res=Stockdeveloper.regular_order(autotrader=daram["autotrader"],account=daram['Title'], segment="NSE", symbol=symbol,
                                         direction=direction
                                         , orderType="LIMIT", productType='DELIVERY', qty=Orderqty,
                                         price=price)
            print(res)
            orderlog = (
                f"{timestamp} Buy Order executed {side} side {symbol} @  {price},stoploss= {Stoploss}, "
                f"target= {Target} : Account = {daram['Title']} ")
            print(orderlog)
            write_to_order_logs(orderlog)


def stockdev_multiclient_orderplacement_exit(basesymbol,client_dict,timestamp,symbol,direction,Stoploss,Target,qty,price,log):
    Orderqty = None
    for value, daram in client_dict.items():
        Title = daram['Title']
        if isinstance(Title, str):
            Orderqty=qty*daram['QtyMultiplier']
            Stockdeveloper.regular_order(autotrader=daram["autotrader"],account=daram['Title'], segment="NSE", symbol=symbol,
                                         direction=direction
                                         , orderType="MARKET", productType='DELIVERY', qty=Orderqty,
                                         price=price)
            orderlog = (
                f"{timestamp} {log} {symbol} @  {price} "
                f"target= {Target} : Account = {daram['Title']} ")
            print(orderlog)
            write_to_order_logs(orderlog)